Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 81412 |
| Missing cells | 325145 |
| Missing cells (%) | 11.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.0 MiB |
| Average record size in memory | 155.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 14 |
| Boolean | 7 |
medical_specialty has a high cardinality: 70 distinct values | High cardinality |
diag_1 has a high cardinality: 701 distinct values | High cardinality |
diag_2 has a high cardinality: 725 distinct values | High cardinality |
diag_3 has a high cardinality: 761 distinct values | High cardinality |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
diabetesMed is highly correlated with insulin and 1 other fields | High correlation |
change is highly correlated with insulin and 1 other fields | High correlation |
insulin is highly correlated with change and 1 other fields | High correlation |
diabetesMed is highly correlated with change and 1 other fields | High correlation |
race has 1827 (2.2%) missing values | Missing |
age has 2336 (2.9%) missing values | Missing |
weight has 78913 (96.9%) missing values | Missing |
admission_type_code has 9366 (11.5%) missing values | Missing |
discharge_disposition_code has 4276 (5.3%) missing values | Missing |
admission_source_code has 5641 (6.9%) missing values | Missing |
payer_code has 32278 (39.6%) missing values | Missing |
medical_specialty has 40020 (49.2%) missing values | Missing |
num_lab_procedures has 1493 (1.8%) missing values | Missing |
num_medications has 2678 (3.3%) missing values | Missing |
diag_2 has 1349 (1.7%) missing values | Missing |
max_glu_serum has 77159 (94.8%) missing values | Missing |
A1Cresult has 67807 (83.3%) missing values | Missing |
admission_id is uniformly distributed | Uniform |
admission_id has unique values | Unique |
num_procedures has 37355 (45.9%) zeros | Zeros |
number_outpatient has 67984 (83.5%) zeros | Zeros |
number_emergency has 72350 (88.9%) zeros | Zeros |
number_inpatient has 53995 (66.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-01-29 00:31:56.180792 |
|---|---|
| Analysis finished | 2022-01-29 00:32:37.188171 |
| Duration | 41.01 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 81412 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40705.5 |
| Minimum | 0 |
|---|---|
| Maximum | 81411 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4070.55 |
| Q1 | 20352.75 |
| median | 40705.5 |
| Q3 | 61058.25 |
| 95-th percentile | 77340.45 |
| Maximum | 81411 |
| Range | 81411 |
| Interquartile range (IQR) | 40705.5 |
Descriptive statistics
| Standard deviation | 23501.76439 |
|---|---|
| Coefficient of variation (CV) | 0.5773609069 |
| Kurtosis | -1.2 |
| Mean | 40705.5 |
| Median Absolute Deviation (MAD) | 20353 |
| Skewness | 0 |
| Sum | 3313916166 |
| Variance | 552332929.7 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 79180 | 1 | < 0.1% |
| 19811 | 1 | < 0.1% |
| 17762 | 1 | < 0.1% |
| 23905 | 1 | < 0.1% |
| 21856 | 1 | < 0.1% |
| 77135 | 1 | < 0.1% |
| 75086 | 1 | < 0.1% |
| 81229 | 1 | < 0.1% |
| 68939 | 1 | < 0.1% |
| Other values (81402) | 81402 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 81411 | 1 | |
| 81410 | 1 | |
| 81409 | 1 | |
| 81408 | 1 | |
| 81407 | 1 | |
| 81406 | 1 | |
| 81405 | 1 | |
| 81404 | 1 | |
| 81403 | 1 | |
| 81402 | 1 |
patient_id
Real number (ℝ≥0)
| Distinct | 60069 |
|---|---|
| Distinct (%) | 73.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 108639531.1 |
| Minimum | 198 |
|---|---|
| Maximum | 379005166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 198 |
|---|---|
| 5-th percentile | 2914233.3 |
| Q1 | 46839060 |
| median | 90834372 |
| Q3 | 175111722 |
| 95-th percentile | 222996661.2 |
| Maximum | 379005166 |
| Range | 379004968 |
| Interquartile range (IQR) | 128272662 |
Descriptive statistics
| Standard deviation | 77324533.16 |
|---|---|
| Coefficient of variation (CV) | 0.7117531928 |
| Kurtosis | -0.3648068986 |
| Mean | 108639531.1 |
| Median Absolute Deviation (MAD) | 65849112 |
| Skewness | 0.4666683655 |
| Sum | 8.844561509 × 1012 |
| Variance | 5.979083428 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 177571710 | 33 | < 0.1% |
| 176455008 | 20 | < 0.1% |
| 181219536 | 19 | < 0.1% |
| 185418630 | 18 | < 0.1% |
| 47286738 | 18 | < 0.1% |
| 3320514 | 18 | < 0.1% |
| 182320488 | 17 | < 0.1% |
| 46397970 | 17 | < 0.1% |
| 86281740 | 16 | < 0.1% |
| 168857154 | 16 | < 0.1% |
| Other values (60059) | 81220 |
| Value | Count | Frequency (%) |
| 198 | 2 | |
| 684 | 1 | < 0.1% |
| 1386 | 1 | < 0.1% |
| 1476 | 1 | < 0.1% |
| 1782 | 1 | < 0.1% |
| 2232 | 4 | |
| 2538 | 1 | < 0.1% |
| 2556 | 3 | |
| 3186 | 1 | < 0.1% |
| 3978 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 379005166 | 1 | |
| 378702118 | 1 | |
| 378698788 | 1 | |
| 378664102 | 1 | |
| 378515620 | 1 | |
| 378431452 | 1 | |
| 378358570 | 1 | |
| 378258634 | 1 | |
| 378194590 | 1 | |
| 378151156 | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1827 |
| Missing (%) | 2.2% |
| Memory size | 79.8 KiB |
| white | |
|---|---|
| black | |
| hispanic | 1627 |
| other | 1180 |
| asian | 517 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.061330653 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | white |
|---|---|
| 2nd row | white |
| 3rd row | white |
| 4th row | black |
| 5th row | white |
Common Values
| Value | Count | Frequency (%) |
| white | 60873 | |
| black | 15388 | 18.9% |
| hispanic | 1627 | 2.0% |
| other | 1180 | 1.4% |
| asian | 517 | 0.6% |
| (Missing) | 1827 | 2.2% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| white | 60873 | |
| black | 15388 | 19.3% |
| hispanic | 1627 | 2.0% |
| other | 1180 | 1.5% |
| asian | 517 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 79.8 KiB |
| female | |
|---|---|
| male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.074044958 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | male |
| 3rd row | female |
| 4th row | female |
| 5th row | female |
Common Values
| Value | Count | Frequency (%) |
| female | 43719 | |
| male | 37691 | |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| female | 43719 | |
| male | 37691 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2336 |
| Missing (%) | 2.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.9550306 |
| Minimum | 0 |
|---|---|
| Maximum | 90 |
| Zeros | 136 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 715.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 50 |
| median | 60 |
| Q3 | 70 |
| 95-th percentile | 80 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 15.97400516 |
|---|---|
| Coefficient of variation (CV) | 0.2620621301 |
| Kurtosis | 0.2920675104 |
| Mean | 60.9550306 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.6355593598 |
| Sum | 4820080 |
| Variance | 255.1688408 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 70 | 20261 | |
| 60 | 17414 | |
| 50 | 13414 | |
| 80 | 13383 | |
| 40 | 7498 | 9.2% |
| 30 | 2964 | 3.6% |
| 90 | 2172 | 2.7% |
| 20 | 1297 | 1.6% |
| 10 | 537 | 0.7% |
| 0 | 136 | 0.2% |
| (Missing) | 2336 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 136 | 0.2% |
| 10 | 537 | 0.7% |
| 20 | 1297 | 1.6% |
| 30 | 2964 | 3.6% |
| 40 | 7498 | 9.2% |
| 50 | 13414 | |
| 60 | 17414 | |
| 70 | 20261 | |
| 80 | 13383 | |
| 90 | 2172 | 2.7% |
| Value | Count | Frequency (%) |
| 90 | 2172 | 2.7% |
| 80 | 13383 | |
| 70 | 20261 | |
| 60 | 17414 | |
| 50 | 13414 | |
| 40 | 7498 | 9.2% |
| 30 | 2964 | 3.6% |
| 20 | 1297 | 1.6% |
| 10 | 537 | 0.7% |
| 0 | 136 | 0.2% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 78913 |
| Missing (%) | 96.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.66946779 |
| Minimum | 0 |
|---|---|
| Maximum | 200 |
| Zeros | 40 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 715.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 50 |
| median | 75 |
| Q3 | 100 |
| 95-th percentile | 125 |
| Maximum | 200 |
| Range | 200 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 26.23034153 |
|---|---|
| Coefficient of variation (CV) | 0.3560544459 |
| Kurtosis | 1.55183219 |
| Mean | 73.66946779 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.3830941591 |
| Sum | 184100 |
| Variance | 688.0308168 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 75 | 1037 | 1.3% |
| 50 | 713 | 0.9% |
| 100 | 482 | 0.6% |
| 125 | 117 | 0.1% |
| 25 | 72 | 0.1% |
| 0 | 40 | < 0.1% |
| 150 | 27 | < 0.1% |
| 175 | 8 | < 0.1% |
| 200 | 3 | < 0.1% |
| (Missing) | 78913 |
| Value | Count | Frequency (%) |
| 0 | 40 | < 0.1% |
| 25 | 72 | 0.1% |
| 50 | 713 | |
| 75 | 1037 | |
| 100 | 482 | |
| 125 | 117 | 0.1% |
| 150 | 27 | < 0.1% |
| 175 | 8 | < 0.1% |
| 200 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 200 | 3 | < 0.1% |
| 175 | 8 | < 0.1% |
| 150 | 27 | < 0.1% |
| 125 | 117 | 0.1% |
| 100 | 482 | |
| 75 | 1037 | |
| 50 | 713 | |
| 25 | 72 | 0.1% |
| 0 | 40 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9366 |
| Missing (%) | 11.5% |
| Memory size | 79.8 KiB |
| Emergency | |
|---|---|
| Elective | |
| Urgent | |
| Trauma Center | 16 |
| Newborn | 8 |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 8.187130444 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Elective |
|---|---|
| 2nd row | Urgent |
| 3rd row | Emergency |
| 4th row | Emergency |
| 5th row | Urgent |
Common Values
| Value | Count | Frequency (%) |
| Emergency | 42562 | |
| Elective | 14884 | 18.3% |
| Urgent | 14576 | 17.9% |
| Trauma Center | 16 | < 0.1% |
| Newborn | 8 | < 0.1% |
| (Missing) | 9366 | 11.5% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| emergency | 42562 | |
| elective | 14884 | 20.7% |
| urgent | 14576 | 20.2% |
| trauma | 16 | < 0.1% |
| center | 16 | < 0.1% |
| newborn | 8 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 23 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4276 |
| Missing (%) | 5.3% |
| Memory size | 80.4 KiB |
| Discharged to home | |
|---|---|
| Discharged/transferred to SNF | |
| Discharged/transferred to home with home health service | |
| Discharged/transferred to another short term hospital | 1690 |
| Discharged/transferred to another rehab fac including rehab units of a hospital | 1580 |
| Other values (18) | 4671 |
Length
| Max length | 105 |
|---|---|
| Median length | 18 |
| Mean length | 27.38819747 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Discharged to home |
|---|---|
| 2nd row | Discharged to home |
| 3rd row | Discharged to home |
| 4th row | Discharged to home |
| 5th row | Discharged/transferred to another rehab fac including rehab units of a hospital |
Common Values
| Value | Count | Frequency (%) |
| Discharged to home | 47854 | |
| Discharged/transferred to SNF | 11097 | 13.6% |
| Discharged/transferred to home with home health service | 10244 | 12.6% |
| Discharged/transferred to another short term hospital | 1690 | 2.1% |
| Discharged/transferred to another rehab fac including rehab units of a hospital | 1580 | 1.9% |
| Expired | 1312 | 1.6% |
| Discharged/transferred to another type of inpatient care institution | 936 | 1.1% |
| Discharged/transferred to ICF | 650 | 0.8% |
| Left AMA | 506 | 0.6% |
| Discharged/transferred to a long term care hospital | 324 | 0.4% |
| Other values (13) | 943 | 1.2% |
| (Missing) | 4276 | 5.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| to | 74698 | |
| home | 68831 | |
| discharged | 47859 | |
| discharged/transferred | 26701 | 9.0% |
| snf | 11097 | 3.8% |
| health | 10248 | 3.5% |
| with | 10244 | 3.5% |
| service | 10244 | 3.5% |
| another | 4218 | 1.4% |
| hospital | 3829 | 1.3% |
| Other values (57) | 27750 | 9.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5641 |
| Missing (%) | 6.9% |
| Memory size | 80.3 KiB |
| Emergency Room | |
|---|---|
| Physician Referral | |
| Transfer from a hospital | 2581 |
| Transfer from another health care facility | 1819 |
| Clinic Referral | 878 |
| Other values (9) | 867 |
Length
| Max length | 57 |
|---|---|
| Median length | 14 |
| Mean length | 16.56794816 |
| Min length | 9 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Physician Referral |
|---|---|
| 2nd row | Emergency Room |
| 3rd row | Emergency Room |
| 4th row | Emergency Room |
| 5th row | Physician Referral |
Common Values
| Value | Count | Frequency (%) |
| Emergency Room | 45942 | |
| Physician Referral | 23684 | |
| Transfer from a hospital | 2581 | 3.2% |
| Transfer from another health care facility | 1819 | 2.2% |
| Clinic Referral | 878 | 1.1% |
| Transfer from a Skilled Nursing Facility (SNF) | 681 | 0.8% |
| HMO Referral | 148 | 0.2% |
| Court/Law Enforcement | 15 | < 0.1% |
| Transfer from hospital inpt/same fac reslt in a sep claim | 10 | < 0.1% |
| Transfer from critial access hospital | 6 | < 0.1% |
| Other values (4) | 7 | < 0.1% |
| (Missing) | 5641 | 6.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| emergency | 45942 | |
| room | 45942 | |
| referral | 24710 | |
| physician | 23684 | |
| transfer | 5099 | 3.0% |
| from | 5099 | 3.0% |
| a | 3272 | 2.0% |
| hospital | 2597 | 1.6% |
| facility | 2500 | 1.5% |
| care | 1819 | 1.1% |
| Other values (26) | 6825 | 4.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
time_in_hospital
Real number (ℝ≥0)
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.395924434 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.975844099 |
|---|---|
| Coefficient of variation (CV) | 0.6769552444 |
| Kurtosis | 0.8490950317 |
| Mean | 4.395924434 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.130728188 |
| Sum | 357881 |
| Variance | 8.855648103 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 14223 | |
| 2 | 13723 | |
| 1 | 11302 | |
| 4 | 11228 | |
| 5 | 7975 | |
| 6 | 6059 | |
| 7 | 4717 | 5.8% |
| 8 | 3528 | 4.3% |
| 9 | 2372 | 2.9% |
| 10 | 1886 | 2.3% |
| Other values (4) | 4399 | 5.4% |
| Value | Count | Frequency (%) |
| 1 | 11302 | |
| 2 | 13723 | |
| 3 | 14223 | |
| 4 | 11228 | |
| 5 | 7975 | |
| 6 | 6059 | |
| 7 | 4717 | 5.8% |
| 8 | 3528 | 4.3% |
| 9 | 2372 | 2.9% |
| 10 | 1886 | 2.3% |
| Value | Count | Frequency (%) |
| 14 | 814 | 1.0% |
| 13 | 944 | 1.2% |
| 12 | 1153 | 1.4% |
| 11 | 1488 | 1.8% |
| 10 | 1886 | 2.3% |
| 9 | 2372 | 2.9% |
| 8 | 3528 | |
| 7 | 4717 | |
| 6 | 6059 | |
| 5 | 7975 |
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 32278 |
| Missing (%) | 39.6% |
| Memory size | 80.3 KiB |
| MC | |
|---|---|
| HM | |
| SP | |
| BC | |
| MD | |
| Other values (12) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | MC |
|---|---|
| 2nd row | MD |
| 3rd row | MC |
| 4th row | HM |
| 5th row | BC |
Common Values
| Value | Count | Frequency (%) |
| MC | 25952 | |
| HM | 4973 | 6.1% |
| SP | 4003 | 4.9% |
| BC | 3718 | 4.6% |
| MD | 2824 | 3.5% |
| CP | 2053 | 2.5% |
| UN | 1925 | 2.4% |
| CM | 1551 | 1.9% |
| OG | 795 | 1.0% |
| PO | 469 | 0.6% |
| Other values (7) | 871 | 1.1% |
| (Missing) | 32278 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mc | 25952 | |
| hm | 4973 | 10.1% |
| sp | 4003 | 8.1% |
| bc | 3718 | 7.6% |
| md | 2824 | 5.7% |
| cp | 2053 | 4.2% |
| un | 1925 | 3.9% |
| cm | 1551 | 3.2% |
| og | 795 | 1.6% |
| po | 469 | 1.0% |
| Other values (7) | 871 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 40020 |
| Missing (%) | 49.2% |
| Memory size | 636.2 KiB |
| InternalMedicine | |
|---|---|
| Emergency/Trauma | |
| Family/GeneralPractice | |
| Cardiology | |
| Surgery-General | |
| Other values (65) |
Length
| Max length | 36 |
|---|---|
| Median length | 16 |
| Mean length | 15.9465114 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Emergency/Trauma |
|---|---|
| 2nd row | InternalMedicine |
| 3rd row | Family/GeneralPractice |
| 4th row | Emergency/Trauma |
| 5th row | Emergency/Trauma |
Common Values
| Value | Count | Frequency (%) |
| InternalMedicine | 11712 | 14.4% |
| Emergency/Trauma | 6021 | 7.4% |
| Family/GeneralPractice | 5939 | 7.3% |
| Cardiology | 4273 | 5.2% |
| Surgery-General | 2473 | 3.0% |
| Nephrology | 1299 | 1.6% |
| Orthopedics | 1100 | 1.4% |
| Orthopedics-Reconstructive | 981 | 1.2% |
| Radiologist | 913 | 1.1% |
| Pulmonology | 700 | 0.9% |
| Other values (60) | 5981 | 7.3% |
| (Missing) | 40020 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| internalmedicine | 11712 | |
| emergency/trauma | 6021 | |
| family/generalpractice | 5939 | |
| cardiology | 4273 | 10.3% |
| surgery-general | 2473 | 6.0% |
| nephrology | 1299 | 3.1% |
| orthopedics | 1100 | 2.7% |
| orthopedics-reconstructive | 981 | 2.4% |
| radiologist | 913 | 2.2% |
| pulmonology | 700 | 1.7% |
| Other values (60) | 5981 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_prosthesis
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True | 862 |
| Value | Count | Frequency (%) |
| False | 80550 | |
| True | 862 | 1.1% |
complete_vaccination_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.8 KiB |
| complete | |
|---|---|
| incomplete | |
| none | 320 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.327666683 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | complete |
|---|---|
| 2nd row | complete |
| 3rd row | complete |
| 4th row | complete |
| 5th row | complete |
Common Values
| Value | Count | Frequency (%) |
| complete | 67114 | |
| incomplete | 13978 | 17.2% |
| none | 320 | 0.4% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| complete | 67114 | |
| incomplete | 13978 | 17.2% |
| none | 320 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 115 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1493 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.07119709 |
| Minimum | 1 |
|---|---|
| Maximum | 132 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 32 |
| median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 132 |
| Range | 131 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 19.63040493 |
|---|---|
| Coefficient of variation (CV) | 0.4557664114 |
| Kurtosis | -0.2441755168 |
| Mean | 43.07119709 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.2404533528 |
| Sum | 3442207 |
| Variance | 385.3527977 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2533 | 3.1% |
| 43 | 2207 | 2.7% |
| 44 | 1988 | 2.4% |
| 45 | 1884 | 2.3% |
| 38 | 1764 | 2.2% |
| 40 | 1736 | 2.1% |
| 46 | 1720 | 2.1% |
| 41 | 1718 | 2.1% |
| 47 | 1679 | 2.1% |
| 39 | 1662 | 2.0% |
| Other values (105) | 61028 |
| Value | Count | Frequency (%) |
| 1 | 2533 | |
| 2 | 858 | 1.1% |
| 3 | 523 | 0.6% |
| 4 | 285 | 0.4% |
| 5 | 231 | 0.3% |
| 6 | 214 | 0.3% |
| 7 | 258 | 0.3% |
| 8 | 281 | 0.3% |
| 9 | 728 | 0.9% |
| 10 | 655 | 0.8% |
| Value | Count | Frequency (%) |
| 132 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 114 | 2 | |
| 113 | 1 | < 0.1% |
| 111 | 2 | |
| 109 | 3 | |
| 108 | 3 | |
| 106 | 4 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.341767798 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 37355 |
| Zeros (%) | 45.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.708464781 |
|---|---|
| Coefficient of variation (CV) | 1.273293921 |
| Kurtosis | 0.8445664498 |
| Mean | 1.341767798 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.313355194 |
| Sum | 109236 |
| Variance | 2.918851909 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 37355 | |
| 1 | 16513 | |
| 2 | 10162 | 12.5% |
| 3 | 7548 | 9.3% |
| 6 | 3994 | 4.9% |
| 4 | 3409 | 4.2% |
| 5 | 2431 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 37355 | |
| 1 | 16513 | |
| 2 | 10162 | 12.5% |
| 3 | 7548 | 9.3% |
| 4 | 3409 | 4.2% |
| 5 | 2431 | 3.0% |
| 6 | 3994 | 4.9% |
| Value | Count | Frequency (%) |
| 6 | 3994 | 4.9% |
| 5 | 2431 | 3.0% |
| 4 | 3409 | 4.2% |
| 3 | 7548 | 9.3% |
| 2 | 10162 | 12.5% |
| 1 | 16513 | |
| 0 | 37355 |
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2678 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.02442401 |
| Minimum | 1 |
|---|---|
| Maximum | 81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 81 |
| Range | 80 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.107234783 |
|---|---|
| Coefficient of variation (CV) | 0.5059298717 |
| Kurtosis | 3.427614554 |
| Mean | 16.02442401 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.316139858 |
| Sum | 1261667 |
| Variance | 65.72725582 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 4714 | 5.8% |
| 12 | 4636 | 5.7% |
| 11 | 4457 | 5.5% |
| 15 | 4443 | 5.5% |
| 14 | 4436 | 5.4% |
| 16 | 4234 | 5.2% |
| 10 | 4108 | 5.0% |
| 17 | 3817 | 4.7% |
| 9 | 3813 | 4.7% |
| 18 | 3523 | 4.3% |
| Other values (63) | 36553 |
| Value | Count | Frequency (%) |
| 1 | 203 | 0.2% |
| 2 | 357 | 0.4% |
| 3 | 687 | 0.8% |
| 4 | 1107 | 1.4% |
| 5 | 1570 | 1.9% |
| 6 | 2094 | |
| 7 | 2662 | |
| 8 | 3356 | |
| 9 | 3813 | |
| 10 | 4108 |
| Value | Count | Frequency (%) |
| 81 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 74 | 1 | < 0.1% |
| 70 | 2 | < 0.1% |
| 69 | 5 | |
| 68 | 6 | |
| 67 | 6 | |
| 66 | 3 | < 0.1% |
| 65 | 8 | |
| 64 | 7 |
| Distinct | 39 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3709526851 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 67984 |
| Zeros (%) | 83.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.278537861 |
|---|---|
| Coefficient of variation (CV) | 3.446633256 |
| Kurtosis | 152.4729964 |
| Mean | 0.3709526851 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.984331589 |
| Sum | 30200 |
| Variance | 1.634659062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 0 | 67984 | |
| 1 | 6862 | 8.4% |
| 2 | 2904 | 3.6% |
| 3 | 1618 | 2.0% |
| 4 | 873 | 1.1% |
| 5 | 420 | 0.5% |
| 6 | 238 | 0.3% |
| 7 | 129 | 0.2% |
| 8 | 76 | 0.1% |
| 9 | 73 | 0.1% |
| Other values (29) | 235 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 67984 | |
| 1 | 6862 | 8.4% |
| 2 | 2904 | 3.6% |
| 3 | 1618 | 2.0% |
| 4 | 873 | 1.1% |
| 5 | 420 | 0.5% |
| 6 | 238 | 0.3% |
| 7 | 129 | 0.2% |
| 8 | 76 | 0.1% |
| 9 | 73 | 0.1% |
| Value | Count | Frequency (%) |
| 42 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 37 | 1 | |
| 36 | 1 | |
| 35 | 1 | |
| 34 | 1 | |
| 33 | 2 | |
| 29 | 2 |
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1975875792 |
| Minimum | 0 |
|---|---|
| Maximum | 64 |
| Zeros | 72350 |
| Zeros (%) | 88.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8812896989 |
|---|---|
| Coefficient of variation (CV) | 4.460248475 |
| Kurtosis | 638.5493694 |
| Mean | 0.1975875792 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.40885167 |
| Sum | 16086 |
| Variance | 0.7766715333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 0 | 72350 | |
| 1 | 6064 | 7.4% |
| 2 | 1646 | 2.0% |
| 3 | 588 | 0.7% |
| 4 | 292 | 0.4% |
| 5 | 167 | 0.2% |
| 6 | 82 | 0.1% |
| 7 | 55 | 0.1% |
| 8 | 39 | < 0.1% |
| 9 | 27 | < 0.1% |
| Other values (19) | 102 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 72350 | |
| 1 | 6064 | 7.4% |
| 2 | 1646 | 2.0% |
| 3 | 588 | 0.7% |
| 4 | 292 | 0.4% |
| 5 | 167 | 0.2% |
| 6 | 82 | 0.1% |
| 7 | 55 | 0.1% |
| 8 | 39 | < 0.1% |
| 9 | 27 | < 0.1% |
| Value | Count | Frequency (%) |
| 64 | 1 | < 0.1% |
| 46 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 25 | 2 | |
| 24 | 1 | < 0.1% |
| 22 | 4 | |
| 21 | 2 | |
| 20 | 4 |
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6377929544 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 53995 |
| Zeros (%) | 66.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.265472414 |
|---|---|
| Coefficient of variation (CV) | 1.984142981 |
| Kurtosis | 20.83213029 |
| Mean | 0.6377929544 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.619760625 |
| Sum | 51924 |
| Variance | 1.60142043 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 53995 | |
| 1 | 15706 | 19.3% |
| 2 | 6057 | 7.4% |
| 3 | 2747 | 3.4% |
| 4 | 1288 | 1.6% |
| 5 | 641 | 0.8% |
| 6 | 386 | 0.5% |
| 7 | 224 | 0.3% |
| 8 | 120 | 0.1% |
| 9 | 93 | 0.1% |
| Other values (11) | 155 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 53995 | |
| 1 | 15706 | 19.3% |
| 2 | 6057 | 7.4% |
| 3 | 2747 | 3.4% |
| 4 | 1288 | 1.6% |
| 5 | 641 | 0.8% |
| 6 | 386 | 0.5% |
| 7 | 224 | 0.3% |
| 8 | 120 | 0.1% |
| 9 | 93 | 0.1% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 4 | < 0.1% |
| 15 | 7 | < 0.1% |
| 14 | 6 | < 0.1% |
| 13 | 16 | < 0.1% |
| 12 | 30 | |
| 11 | 40 |
| Distinct | 701 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| 428 | 5429 |
|---|---|
| 414 | 5270 |
| 786 | 3232 |
| 410 | 2914 |
| 486 | 2776 |
| Other values (696) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.17798359 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 84 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 721 |
|---|---|
| 2nd row | 276 |
| 3rd row | 414 |
| 4th row | 577 |
| 5th row | 531 |
Common Values
| Value | Count | Frequency (%) |
| 428 | 5429 | 6.7% |
| 414 | 5270 | 6.5% |
| 786 | 3232 | 4.0% |
| 410 | 2914 | 3.6% |
| 486 | 2776 | 3.4% |
| 427 | 2218 | 2.7% |
| 491 | 1811 | 2.2% |
| 715 | 1691 | 2.1% |
| 780 | 1620 | 2.0% |
| 682 | 1612 | 2.0% |
| Other values (691) | 52839 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 428 | 5429 | 6.7% |
| 414 | 5270 | 6.5% |
| 786 | 3232 | 4.0% |
| 410 | 2914 | 3.6% |
| 486 | 2776 | 3.4% |
| 427 | 2218 | 2.7% |
| 491 | 1811 | 2.2% |
| 715 | 1691 | 2.1% |
| 780 | 1620 | 2.0% |
| 682 | 1612 | 2.0% |
| Other values (691) | 52839 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 725 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 1349 |
| Missing (%) | 1.7% |
| Memory size | 636.2 KiB |
| 276 | 5296 |
|---|---|
| 428 | 5234 |
| 250 | 4778 |
| 427 | 3949 |
| 401 | 2906 |
| Other values (720) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.166931042 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 126 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 250.6 |
|---|---|
| 2nd row | 507 |
| 3rd row | 490 |
| 4th row | 585 |
| 5th row | 532 |
Common Values
| Value | Count | Frequency (%) |
| 276 | 5296 | 6.5% |
| 428 | 5234 | 6.4% |
| 250 | 4778 | 5.9% |
| 427 | 3949 | 4.9% |
| 401 | 2906 | 3.6% |
| 496 | 2626 | 3.2% |
| 599 | 2604 | 3.2% |
| 403 | 2252 | 2.8% |
| 414 | 2076 | 2.5% |
| 411 | 2019 | 2.5% |
| Other values (715) | 46323 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 276 | 5296 | 6.6% |
| 428 | 5234 | 6.5% |
| 250 | 4778 | 6.0% |
| 427 | 3949 | 4.9% |
| 401 | 2906 | 3.6% |
| 496 | 2626 | 3.3% |
| 599 | 2604 | 3.3% |
| 403 | 2252 | 2.8% |
| 414 | 2076 | 2.6% |
| 411 | 2019 | 2.5% |
| Other values (715) | 46323 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 761 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 636.2 KiB |
| 250 | |
|---|---|
| 401 | |
| 276 | 4112 |
| 428 | 3734 |
| 427 | 3156 |
| Other values (756) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.111678868 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 114 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 357 |
|---|---|
| 2nd row | 150 |
| 3rd row | 250 |
| 4th row | 250 |
| 5th row | 562 |
Common Values
| Value | Count | Frequency (%) |
| 250 | 9166 | 11.3% |
| 401 | 6606 | 8.1% |
| 276 | 4112 | 5.1% |
| 428 | 3734 | 4.6% |
| 427 | 3156 | 3.9% |
| 414 | 2938 | 3.6% |
| 496 | 2090 | 2.6% |
| 403 | 1886 | 2.3% |
| 585 | 1621 | 2.0% |
| 272 | 1605 | 2.0% |
| Other values (751) | 44498 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 250 | 9166 | 11.3% |
| 401 | 6606 | 8.1% |
| 276 | 4112 | 5.1% |
| 428 | 3734 | 4.6% |
| 427 | 3156 | 3.9% |
| 414 | 2938 | 3.6% |
| 496 | 2090 | 2.6% |
| 403 | 1886 | 2.3% |
| 585 | 1621 | 2.0% |
| 272 | 1605 | 2.0% |
| Other values (751) | 44498 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
number_diagnoses
Real number (ℝ≥0)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.421964821 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.931480463 |
|---|---|
| Coefficient of variation (CV) | 0.2602384287 |
| Kurtosis | -0.07655270384 |
| Mean | 7.421964821 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.8713996895 |
| Sum | 604237 |
| Variance | 3.730616778 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 9 | 39501 | |
| 5 | 9144 | 11.2% |
| 8 | 8506 | 10.4% |
| 7 | 8379 | 10.3% |
| 6 | 8133 | 10.0% |
| 4 | 4428 | 5.4% |
| 3 | 2238 | 2.7% |
| 2 | 824 | 1.0% |
| 1 | 167 | 0.2% |
| 16 | 38 | < 0.1% |
| Other values (6) | 54 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 167 | 0.2% |
| 2 | 824 | 1.0% |
| 3 | 2238 | 2.7% |
| 4 | 4428 | 5.4% |
| 5 | 9144 | 11.2% |
| 6 | 8133 | 10.0% |
| 7 | 8379 | 10.3% |
| 8 | 8506 | 10.4% |
| 9 | 39501 | |
| 10 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 38 | < 0.1% |
| 15 | 8 | < 0.1% |
| 14 | 5 | < 0.1% |
| 13 | 14 | < 0.1% |
| 12 | 5 | < 0.1% |
| 11 | 8 | < 0.1% |
| 10 | 14 | < 0.1% |
| 9 | 39501 | |
| 8 | 8506 | 10.4% |
| 7 | 8379 | 10.3% |
blood_type
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 80.0 KiB |
| O+ | |
|---|---|
| A+ | |
| B+ | |
| O- | |
| A- | |
| Other values (3) |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.041738319 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A+ |
|---|---|
| 2nd row | B+ |
| 3rd row | O+ |
| 4th row | AB- |
| 5th row | A+ |
Common Values
| Value | Count | Frequency (%) |
| O+ | 32053 | |
| A+ | 24744 | |
| B+ | 9218 | 11.3% |
| O- | 5689 | 7.0% |
| A- | 4826 | 5.9% |
| AB+ | 2619 | 3.2% |
| B- | 1484 | 1.8% |
| AB- | 779 | 1.0% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| o | 37742 | |
| a | 29570 | |
| b | 10702 | 13.1% |
| ab | 3398 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
hemoglobin_level
Real number (ℝ≥0)
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.19232791 |
| Minimum | 10.5 |
|---|---|
| Maximum | 18.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 636.2 KiB |
Quantile statistics
| Minimum | 10.5 |
|---|---|
| 5-th percentile | 12.6 |
| Q1 | 13.4 |
| median | 14.1 |
| Q3 | 15 |
| 95-th percentile | 16 |
| Maximum | 18.6 |
| Range | 8.1 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.059999933 |
|---|---|
| Coefficient of variation (CV) | 0.07468823574 |
| Kurtosis | -0.4492654524 |
| Mean | 14.19232791 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 0.1878605037 |
| Sum | 1155425.8 |
| Variance | 1.123599858 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.6 | 2964 | 3.6% |
| 13.9 | 2911 | 3.6% |
| 13.7 | 2876 | 3.5% |
| 13.8 | 2841 | 3.5% |
| 13.5 | 2796 | 3.4% |
| 14.1 | 2745 | 3.4% |
| 14 | 2730 | 3.4% |
| 14.2 | 2657 | 3.3% |
| 13.4 | 2654 | 3.3% |
| 13.3 | 2643 | 3.2% |
| Other values (67) | 53595 |
| Value | Count | Frequency (%) |
| 10.5 | 2 | < 0.1% |
| 10.8 | 2 | < 0.1% |
| 10.9 | 3 | < 0.1% |
| 11 | 5 | < 0.1% |
| 11.1 | 3 | < 0.1% |
| 11.2 | 18 | < 0.1% |
| 11.3 | 17 | < 0.1% |
| 11.4 | 33 | |
| 11.5 | 47 | |
| 11.6 | 71 |
| Value | Count | Frequency (%) |
| 18.6 | 1 | < 0.1% |
| 18.2 | 2 | < 0.1% |
| 18.1 | 2 | < 0.1% |
| 18 | 1 | < 0.1% |
| 17.9 | 2 | < 0.1% |
| 17.8 | 2 | < 0.1% |
| 17.7 | 2 | < 0.1% |
| 17.6 | 7 | < 0.1% |
| 17.5 | 16 | |
| 17.4 | 32 |
blood_transfusion
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 71697 | |
| True | 9715 | 11.9% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 77159 |
| Missing (%) | 94.8% |
| Memory size | 79.8 KiB |
| normal | |
|---|---|
| >200 | |
| >300 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.963555138 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >300 |
|---|---|
| 2nd row | normal |
| 3rd row | >300 |
| 4th row | >300 |
| 5th row | >300 |
Common Values
| Value | Count | Frequency (%) |
| normal | 2049 | 2.5% |
| >200 | 1179 | 1.4% |
| >300 | 1025 | 1.3% |
| (Missing) | 77159 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| normal | 2049 | |
| 200 | 1179 | |
| 300 | 1025 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67807 |
| Missing (%) | 83.3% |
| Memory size | 79.8 KiB |
| >8 | |
|---|---|
| normal | |
| >7 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 3.17692025 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | >7 |
|---|---|
| 2nd row | >8 |
| 3rd row | >7 |
| 4th row | >7 |
| 5th row | >7 |
Common Values
| Value | Count | Frequency (%) |
| >8 | 6547 | 8.0% |
| normal | 4003 | 4.9% |
| >7 | 3055 | 3.8% |
| (Missing) | 67807 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 8 | 6547 | |
| normal | 4003 | |
| 7 | 3055 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
diuretics
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True | 1519 |
| Value | Count | Frequency (%) |
| False | 79893 | |
| True | 1519 | 1.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 44360 | |
| False | 37052 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 43772 | |
| True | 37640 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 62718 | |
| False | 18694 | 23.0% |
readmitted
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 79.6 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 72340 | |
| True | 9072 | 11.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 199042938 | white | male | 50 | <NA> | Elective | Discharged to home | Physician Referral | 1 | NaN | None | False | complete | 24.0 | 3 | 9.0 | 0 | 0 | 0 | 721 | 250.6 | 357 | 5 | A+ | 14.5 | False | NaN | NaN | False | False | False | True | False |
| 1 | 1 | 91962954 | white | male | 80 | <NA> | Urgent | Discharged to home | Emergency Room | 3 | MC | Emergency/Trauma | False | complete | 50.0 | 0 | 8.0 | 0 | 0 | 1 | 276 | 507 | 150 | 9 | B+ | 15.7 | False | NaN | >7 | False | False | False | False | True |
| 2 | 2 | 109707084 | white | female | 60 | <NA> | Emergency | Discharged to home | Emergency Room | 5 | MD | None | False | complete | 43.0 | 6 | 28.0 | 0 | 0 | 0 | 414 | 490 | 250 | 6 | O+ | 13.0 | False | NaN | NaN | False | True | True | True | False |
| 3 | 3 | 157495374 | black | female | 70 | <NA> | NaN | Discharged to home | NaN | 2 | NaN | None | False | complete | 58.0 | 5 | 8.0 | 0 | 1 | 1 | 577 | 585 | 250 | 9 | AB- | 13.5 | False | NaN | >8 | False | False | False | True | False |
| 4 | 4 | 82692360 | white | female | <NA> | <NA> | Emergency | Discharged/transferred to another rehab fac including rehab units of a hospital | Emergency Room | 12 | MC | None | False | complete | 56.0 | 1 | 16.0 | 0 | 0 | 2 | 531 | 532 | 562 | 8 | A+ | 13.0 | False | NaN | NaN | False | False | False | False | False |
| 5 | 5 | 218016576 | white | female | 70 | <NA> | Urgent | Discharged to home | Physician Referral | 4 | HM | None | False | incomplete | 14.0 | 3 | 13.0 | 0 | 0 | 0 | 578 | 280 | 562 | 9 | A+ | 13.1 | False | NaN | NaN | False | False | False | True | True |
| 6 | 6 | 143084970 | white | male | 60 | <NA> | Emergency | Discharged to home | Emergency Room | 6 | BC | None | False | complete | 62.0 | 0 | 21.0 | 0 | 0 | 0 | 482 | 428 | 276 | 9 | A- | 14.2 | False | NaN | >7 | False | True | False | True | False |
| 7 | 7 | 227644092 | other | female | 70 | <NA> | Elective | Discharged to home | Physician Referral | 11 | NaN | InternalMedicine | False | incomplete | 18.0 | 4 | 9.0 | 1 | 0 | 1 | V57 | 438 | 599 | 6 | O+ | 12.9 | False | NaN | NaN | False | False | False | False | False |
| 8 | 8 | 77740434 | white | female | 70 | <NA> | Emergency | Discharged/transferred to SNF | Emergency Room | 2 | MC | None | False | complete | 36.0 | 0 | 9.0 | 0 | 0 | 3 | 250.8 | 682 | 496 | 6 | O- | 13.9 | False | NaN | NaN | False | True | False | True | False |
| 9 | 9 | 203123016 | white | female | 40 | <NA> | Elective | Discharged to home | Physician Referral | 2 | NaN | None | False | complete | 5.0 | 2 | 25.0 | 0 | 0 | 0 | 433 | 362 | 401 | 9 | A+ | 13.2 | False | NaN | NaN | False | True | True | True | False |
Last rows
| admission_id | patient_id | race | gender | age | weight | admission_type_code | discharge_disposition_code | admission_source_code | time_in_hospital | payer_code | medical_specialty | has_prosthesis | complete_vaccination_status | num_lab_procedures | num_procedures | num_medications | number_outpatient | number_emergency | number_inpatient | diag_1 | diag_2 | diag_3 | number_diagnoses | blood_type | hemoglobin_level | blood_transfusion | max_glu_serum | A1Cresult | diuretics | insulin | change | diabetesMed | readmitted | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 81402 | 81402 | 155324556 | other | male | 50 | <NA> | Emergency | Discharged to home | Emergency Room | 3 | MD | None | False | incomplete | 1.0 | 0 | 13.0 | 0 | 0 | 0 | 682 | 250.82 | 707 | 9 | O+ | 16.7 | False | NaN | NaN | False | True | False | True | False |
| 81403 | 81403 | 224478630 | black | female | 80 | <NA> | Elective | Discharged/transferred to home with home health service | Clinic Referral | 7 | NaN | None | False | complete | 35.0 | 2 | 37.0 | 0 | 2 | 0 | 440 | 707 | 401 | 4 | A+ | 13.8 | False | NaN | NaN | False | True | True | True | True |
| 81404 | 81404 | 228104460 | black | female | 50 | <NA> | Elective | Discharged to home | Physician Referral | 3 | NaN | ObstetricsandGynecology | False | complete | 8.0 | 2 | 12.0 | 0 | 0 | 0 | 218 | 218 | 626 | 9 | AB- | 12.8 | False | NaN | NaN | False | False | False | True | False |
| 81405 | 81405 | 48436146 | black | female | 40 | <NA> | Emergency | Discharged to home | Emergency Room | 6 | MC | Nephrology | False | incomplete | 35.0 | 3 | 22.0 | 0 | 0 | 0 | 595 | 591 | V45 | 9 | B+ | 11.4 | False | NaN | NaN | False | True | False | True | False |
| 81406 | 81406 | 91915884 | white | female | 80 | <NA> | Emergency | Discharged/transferred to SNF | Emergency Room | 4 | MD | None | False | complete | 46.0 | 0 | 11.0 | 0 | 0 | 0 | 584 | 276 | 272 | 9 | A+ | 13.8 | False | NaN | NaN | False | True | False | True | False |
| 81407 | 81407 | 80746578 | white | male | 60 | <NA> | Emergency | Discharged/transferred to a nursing facility certified under Medicaid but not certified under Medicare | Emergency Room | 2 | MD | None | False | complete | 64.0 | 0 | 22.0 | 0 | 0 | 3 | 486 | 496 | 250.92 | 5 | O+ | 15.4 | False | NaN | NaN | False | True | True | True | False |
| 81408 | 81408 | 221853996 | black | female | 70 | <NA> | Emergency | Discharged/transferred to home with home health service | Emergency Room | 8 | CP | InternalMedicine | False | complete | 62.0 | 2 | 19.0 | 0 | 0 | 1 | 440 | 401 | 276 | 9 | O+ | 12.8 | False | NaN | NaN | False | True | True | True | False |
| 81409 | 81409 | 104846580 | black | female | 60 | <NA> | Emergency | Discharged/transferred to another rehab fac including rehab units of a hospital | Emergency Room | 5 | NaN | None | False | complete | 1.0 | 2 | 14.0 | 0 | 0 | 0 | 822 | 403 | 250.6 | 9 | B+ | 13.0 | False | NaN | NaN | False | False | False | False | True |
| 81410 | 81410 | 229820346 | white | female | 50 | <NA> | Elective | Discharged to home | Clinic Referral | 1 | NaN | None | False | complete | 30.0 | 1 | 10.0 | 0 | 0 | 0 | 996 | 753 | 250 | 7 | AB+ | 13.3 | True | NaN | NaN | False | False | False | True | False |
| 81411 | 81411 | 49302180 | black | female | 40 | <NA> | Emergency | Discharged to home | Emergency Room | 3 | NaN | InternalMedicine | False | complete | 43.0 | 0 | 14.0 | 0 | 0 | 0 | 250.12 | 198 | V10 | 4 | B+ | 12.4 | False | NaN | NaN | False | True | True | True | False |